content: /* Copyright 2016 The TensorFlow Authors. All Rights Reserved.
  
  Licensed under the Apache License, Version 2.0 (the "License");
  you may not use this file except in compliance with the License.
  You may obtain a copy of the License at
  
      http://www.apache.org/licenses/LICENSE-2.0
  
  Unless required by applicable law or agreed to in writing, software
  distributed under the License is distributed on an "AS IS" BASIS,
  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
  See the License for the specific language governing permissions and
  limitations under the License.
  ==============================================================================*/
  
  package org.tensorflow;
  
  import static org.junit.Assert.assertArrayEquals;
  import static org.junit.Assert.assertEquals;
  import static org.junit.Assert.assertTrue;
  import static org.junit.Assert.fail;
  
  import org.junit.Test;
  import org.junit.runner.RunWith;
  import org.junit.runners.JUnit4;
  
  /** Unit tests for {@link org.tensorflow.Session}. */
  @RunWith(JUnit4.class)
  public class SessionTest {
  
    @Test
    public void runUsingOperationNames() {
      try (Graph g = new Graph();
          Session s = new Session(g)) {
        TestUtil.transpose_A_times_X(g, new int[][] {{2}, {3}});
        try (Tensor<Integer> x = Tensors.create(new int[][] {{5}, {7}});
            TestUtil.AutoCloseableList<Tensor<?>> outputs =
                new TestUtil.AutoCloseableList<Tensor<?>>(s.runner().feed("X", x).fetch("Y").run())) {
          assertEquals(1, outputs.size());
          final int[][] expected = {{31}};
          assertArrayEquals(expected, outputs.get(0).copyTo(new int[1][1]));
        }
      }
    }
  
    @Test
    public void runUsingOperationHandles() {
      try (Graph g = new Graph();
          Session s = new Session(g)) {
        TestUtil.transpose_A_times_X(g, new int[][] {{2}, {3}});
        Output<Integer> feed = g.operation("X").output(0);
        Output<Integer> fetch = g.operation("Y").output(0);
        try (Tensor<Integer> x = Tensors.create(new int[][] {{5}, {7}});
            TestUtil.AutoCloseableList<Tensor<?>> outputs =
                new TestUtil.AutoCloseableList<Tensor<?>>(s.runner().feed(feed, x).fetch(fetch).run())) {
          assertEquals(1, outputs.size());
          final int[][] expected = {{31}};
          assertArrayEquals(expected, outputs.get(0).copyTo(new int[1][1]));
        }
      }
    }
  
    @Test
    public void runUsingColonSeparatedNames() {
      try (Graph g = new Graph();
          Session s = new Session(g)) {
        Operation split =
            g.opBuilder("Split", "Split")
                .addInput(TestUtil.constant(g, "split_dim", 0))
                .addInput(TestUtil.constant(g, "value", new int[] {1, 2, 3, 4}))
                .setAttr("num_split", 2)
                .build();
        g.opBuilder("Add", "Add")
            .addInput(split.output(0))
            .addInput(split.output(1))
            .build()
            .output(0);
        // Fetch using colon separated names.
        try (Tensor<Integer> fetched =
            s.runner().fetch("Split:1").run().get(0).expect(Integer.class)) {
          final int[] expected = {3, 4};
          assertArrayEquals(expected, fetched.copyTo(new int[2]));
        }
        // Feed using colon separated names.
        try (Tensor<Integer> fed = Tensors.create(new int[] {4, 3, 2, 1});
            Tensor<Integer> fetched =
                s.runner()
                    .feed("Split:0", fed)
                    .feed("Split:1", fed)
                    .fetch("Add")
                    .run()
                    .get(0)
                    .expect(Integer.class)) {
          final int[] expected = {8, 6, 4, 2};
          assertArrayEquals(expected, fetched.copyTo(new int[4]));
        }
      }
    }
  
    @Test
    public void runWithMetadata() {
      try (Graph g = new Graph();
          Session s = new Session(g)) {
        TestUtil.transpose_A_times_X(g, new int[][] {{2}, {3}});
        try (Tensor<Integer> x = Tensors.create(new int[][] {{5}, {7}})) {
          Session.Run result =
              s.runner()
                  .feed("X", x)
                  .fetch("Y")
                  .setOptions(fullTraceRunOptions())
                  .runAndFetchMetadata();
          // Sanity check on outputs.
          TestUtil.AutoCloseableList<Tensor<?>> outputs = new TestUtil.AutoCloseableList<Tensor<?>>(result.outputs);
          assertEquals(1, outputs.size());
          final int[][] expected = {{31}};
          assertArrayEquals(expected, outputs.get(0).copyTo(new int[1][1]));
          // Sanity check on metadata
          // See comments in fullTraceRunOptions() for an explanation about
          // why this check is really silly. Ideally, this would be:
          /*
              RunMetadata md = RunMetadata.parseFrom(result.metadata);
              assertTrue(md.toString(), md.hasStepStats());
          */
          assertTrue(result.metadata.length > 0);
          outputs.close();
        }
      }
    }
  
    @Test
    public void runMultipleOutputs() {
      try (Graph g = new Graph();
          Session s = new Session(g)) {
        TestUtil.constant(g, "c1", 2718);
        TestUtil.constant(g, "c2", 31415);
        TestUtil.AutoCloseableList<Tensor<?>> outputs =
            new TestUtil.AutoCloseableList<Tensor<?>>(s.runner().fetch("c2").fetch("c1").run());
        assertEquals(2, outputs.size());
        assertEquals(31415, outputs.get(0).intValue());
        assertEquals(2718, outputs.get(1).intValue());
        outputs.close();
      }
    }
  
    @Test
    public void failOnUseAfterClose() {
      try (Graph g = new Graph()) {
        Session s = new Session(g);
        s.close();
        try {
          s.runner().run();
          fail("methods on a session should fail after close() is called");
        } catch (IllegalStateException e) {
          // expected exception
        }
      }
    }
  
    @Test
    public void createWithConfigProto() {
      try (Graph g = new Graph();
          Session s = new Session(g, singleThreadConfigProto())) {}
    }
  
    private static byte[] fullTraceRunOptions() {
      // Ideally this would use the generated Java sources for protocol buffers
      // and end up with something like the snippet below. However, generating
      // the Java files for the .proto files in tensorflow/core:protos_all is
      // a bit cumbersome in bazel until the proto_library rule is setup.
      //
      // See https://github.com/bazelbuild/bazel/issues/52#issuecomment-194341866
      // https://github.com/bazelbuild/rules_go/pull/121#issuecomment-251515362
      // https://github.com/bazelbuild/rules_go/pull/121#issuecomment-251692558
      //
      // For this test, for now, the use of specific bytes suffices.
      return new byte[] {0x08, 0x03};
      /*
      return org.tensorflow.framework.RunOptions.newBuilder()
          .setTraceLevel(RunOptions.TraceLevel.FULL_TRACE)
          .build()
          .toByteArray();
      */
    }
  
    public static byte[] singleThreadConfigProto() {
      // Ideally this would use the generated Java sources for protocol buffers
      // and end up with something like the snippet below. However, generating
      // the Java files for the .proto files in tensorflow/core:protos_all is
      // a bit cumbersome in bazel until the proto_library rule is setup.
      //
      // See https://github.com/bazelbuild/bazel/issues/52#issuecomment-194341866
      // https://github.com/bazelbuild/rules_go/pull/121#issuecomment-251515362
      // https://github.com/bazelbuild/rules_go/pull/121#issuecomment-251692558
      //
      // For this test, for now, the use of specific bytes suffices.
      return new byte[] {0x10, 0x01, 0x28, 0x01};
      /*
      return org.tensorflow.framework.ConfigProto.newBuilder()
          .setInterOpParallelismThreads(1)
          .setIntraOpParallelismThreads(1)
          .build()
          .toByteArray();
       */
    }
  }
  